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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,742 papers · 148 categories

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0111 · Feb 201619922001200920172026
3 results for “RAPPOR”
ARA : Aggregated RAPPOR and Analysis for Centralized Differential Privacycs.CR

ARA combines aggregated RAPPOR and Tf-Idf estimation for centralized DP analysis.

problem Gap between local and central DP approaches in terms of data storage, analysis speed, and amount of data.
method Collects RAPPOR reports from multiple clients, pushes them to a Tf-Idf estimation model, and analyzes them for centralized DP.
result Successfully and efficiently analyzed major truth values from multiple clients.
Differential PrivacyCentralized DPRAPPORTf-IdfAggregation
2020-01-06abs ↗pdf ↗
Discrete Distribution Estimation under Local Privacystat.ML

The collection and analysis of user data drives improvements in the app and web ecosystems, but comes with risks to privacy. This paper examines discrete distribution estimation under local privacy, a setting wherein service providers can learn the distribution of a categorical statistic of interest without collecting …

2016-02-24abs ↗pdf ↗
Minimax Optimal Two-Sample Testing under Local Differential Privacystat.ML

Private two-sample tests under LDP achieve minimax rates for multinomial and continuous data.

problem Achieving statistical utility while maintaining privacy in two-sample testing.
method Private permutation tests for multinomial data and adaptive tests for continuous data.
result Minimax optimal tests for private two-sample testing under LDP.
private testinglocal differential privacytwo-sample testminimax ratesLaplace mechanism
2024-11-13abs ↗pdf ↗